ISBN-10:
1466583282
ISBN-13:
9781466583283
Pub. Date:
10/08/2014
Publisher:
Taylor & Francis
Machine Learning: An Algorithmic Perspective, Second Edition / Edition 2

Machine Learning: An Algorithmic Perspective, Second Edition / Edition 2

by Stephen Marsland

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Product Details

ISBN-13: 9781466583283
Publisher: Taylor & Francis
Publication date: 10/08/2014
Edition description: Revised
Pages: 457
Sales rank: 791,951
Product dimensions: 7.10(w) x 10.10(h) x 1.10(d)

About the Author

Stephen Marsland is a professor of scientific computing and the postgraduate director of the School of Engineering and Advanced Technology (SEAT) at Massey University. His research interests in mathematical computing include shape spaces, Euler equations, machine learning, and algorithms. He received a PhD from Manchester University

Table of Contents

Introduction. Linear Discriminants. The Multi-Layer Perceptron. Radial Basis Functions and Splines. Support Vector Machines. Learning with Trees. Decision by Committee: Ensemble Learning. Probability and Learning. Unsupervised Learning. Dimensionality Reduction. Optimization and Search. Evolutionary Learning. Reinforcement Learning. Markov Chain Monte Carlo (MCMC) Methods. Graphical Models. Python.

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